no code implementations • 29 Sep 2022 • Luofeng Liao, Yuan Gao, Christian Kroer
In resource allocation, it is crucial to quantify the variability of the resource received by the agents (such as blood banks and food banks) in addition to fairness and efficiency properties of the systems.
no code implementations • 18 Jun 2021 • Luofeng Liao, Li Shen, Jia Duan, Mladen Kolar, DaCheng Tao
Large scale convex-concave minimax problems arise in numerous applications, including game theory, robust training, and training of generative adversarial networks.
no code implementations • 19 Feb 2021 • Luofeng Liao, Zuyue Fu, Zhuoran Yang, Yixin Wang, Mladen Kolar, Zhaoran Wang
Instrumental variables (IVs), in the context of RL, are the variables whose influence on the state variables are all mediated through the action.
no code implementations • NeurIPS 2020 • Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Mladen Kolar, Zhaoran Wang
We study estimation in a class of generalized SEMs where the object of interest is defined as the solution to a linear operator equation.
no code implementations • 2 Jul 2020 • Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Zhaoran Wang, Mladen Kolar
We study estimation in a class of generalized SEMs where the object of interest is defined as the solution to a linear operator equation.